2013.04~2018.01，上海交通大学，动力工程及工程热物理专业，博士
2013.09~2014.09，法国巴黎综合理工学院，流体力学，硕士
2010.09~2013.03，华中科技大学，流体机械与工程专业，硕士
2006.09~2010.06，华中科技大学，热能与动力工程专业，学士

2022.01~今，上海交通大学，叶轮机械研究所，副教授，博士生导师
2019.07~2021.12，上海交通大学，叶轮机械研究所，助理教授，博士生导师
2018.03~2019.06，英国杜伦大学，工程系，博士后

一、层析粒子图像测速技术（Tomo-PIV）

计算机层析成像技术（Computed Tomography, CT）被广泛应用于医生诊断，通过多角度扫描和投影方法重构三维结构。在湍流测量中，Tomo-PIV通过多相机成像和三维重建，获得三维粒子灰度分布，从而获取高分辨率全三维流场。本团队拥有完备的高能激光器、高速相机等三维光学测量硬件系统，并开发了具有自主知识产权的GPU加速Tomo-PIV计算软件，其计算效率显著高于目前国际主流软件，已获得国家发明专利和软著授权。

二、四维粒子追踪测速技术（4D-PTV）
4D-PTV（又称3D-LPT）是目前国际上最先进的高时空分辨率湍流测量技术，其分辨率和精度远高于Tomo-PIV，目前国际上进行此项研究的高校非常少，最具有代表性的是德国宇航中心开发的“抖盒子（STB）”技术。本团队提出了一种克服STB中折射界面影响和提高粒子匹配效率的新策略：基于视线约束和摇动策略的4D-PTV粒子轨迹追踪方法，并已获得国家发明专利和软著授权。

三、湍流数据同化技术与人工智能
国内首创和国际先进的湍流数据同化技术，将实验测量与数值模拟有机融合，实验了动态数据驱动的湍流数值模拟技术。鉴于实验测量的时空局限和数值模拟的模型准确性问题，提出了基于连续伴随理论的湍流数据同化方法，结合机器学习建模，实现时空全局湍流和传热的数据驱动数值模拟与人工智能预测。

四、相关工程应用领域
  (1) 高超声速飞行器气动性能与气动热
  (2) 燃气涡轮气动与传热
  (3) 水下航行体水动力学与喷水推进
  (4) 新能源汽车电机转子热管理
  (5) 氢燃料汽车安全预警数字孪生
  (6) 大型核泵的内部流场测量与分析
  (7) 集成电路领域的极端流动与传热问题

五、博士硕士生毕业去向
  (1) 上海电力设计院（1人）
  (2) 华为技术有限公司（人工智能创新中心1人，上海研究所1人）
  (3) 商用飞机发动机有限公司（1人）

  (4) 航天八院509所（1人）

  (6) 上海民用航空机电系统有限公司（1人）

  (7) 上海宇量昇科技有限公司（1人）

  欢迎对光学成像测量技术、计算流体力学算法、数据同化及人工智能机器学习算法感兴趣的同学加入团队。

《气体物理》青年编委

2025~2026，航天五院502所，基于人工智能的航天器管路低频脉动机理研究，主持

2025~2026，航天十一院，高速飞行器流场数据同化反演与人工智能建模研究，主持

2025~2026，深圳市新凯来技术有限公司，高温烧结炉数据同化温度预测技术合作项目，主持

2026~2029，国家自然科学基金面上项目，面向光刻机微环境控制的横流条件环形冲击射流3D-LPT与数据同化研究，主持

2025~2026，昇澜半导体，压电微气泵流道设计与强化传热研究，主持

2023~2025，中央军委装备发展部，空化演化过程物理场量测试技术重大基础研究项目（子课题），主持

2023~2024,  沈飞601所扬州院，基于机器学习与数据同化的宽速域飞行器气动力与流场快速预测，主持

2023~2023，华为技术有限公司，湍流脉动扰动力实验研究，主持
2023~2026，国家自然科学基金面上项目，数据同化增强的高频双脉冲4D-PTV流场测量技术研究，主持
2021~2022，中船708所合作课题，喷水推进叶轮内部微观流场重建，主持
2021~2022，喷水推进重点实验室基金，高速喷水推进平台PSF表面压力测量及数据驱动的快速全局压力预测，主持
2021~2022，上海核能装备测试验证中心课题，水室封头与泵壳光学方案设计与标定，主持
2020~2021，旋翼空气动力学重点实验室研究课题，耦合实验测量与数值模拟的旋翼三维流场数据融合技术研究与多物理场重建，主持
2021~2023，上海市自然科学基金面上项目，受限空间旋转射流三维流场实验测量与数值模拟的数据同化研究，主持
2021~2023，国家自然科学青年基金，基于高频响Tomo-PIV的脉冲旋转射流实验研究，主持
2020~2021，华为技术有限公司，超高速电机转子油冷测试台开发与传热分析，主持
2020~2020，中船工业系统工程研究院，航行体红外特性与水动力试验测量，参与
2019~2020，中国航发331厂，航空发动机燃油雾化特性的PIV实验测量、动态分离涡模拟和数据同化分析，参与
2019~2020，气动噪声控制重点实验室课题，基于层析PIV测量和数据同化方法的翼型气动噪声预测，主持
2019~2020，上海电气汽轮机厂课题，基于数据同化方法的阀门通流特性预测与分析，参与
2018~2019，英国国家工程与自然科学基金课题，脉冲射流中涡环的形成、传输和标量掺混，参与
2014~2016，上海电气汽轮机厂课题，配H级二托一联合循环汽轮机HIP汽缸流动与传热分析，参与
2013~2016，中船工业系统工程研究院，水下航行体实验研究及红外抑制研究，参与

[81] Chuangxin He, Peng Wang, Sung HJ, Zhou W, Peng D, Liu Y. (2026) Enhancing modal synchronisation in wall-bounded turbulence via sequential variational data assimilation. Journal of Fluid Mechanics. 2026;1032:A62. doi:10.1017/jfm.2026.11407

[80] Zijun Huang, Hao Qu, Xin Zeng, Chuangxin He, Yingzheng Liu. (2026) On three-dimensional behaviours of a short plane purging jet impinging on wafer stage of lithography machine: Time-resolved tomographic particle image velocimetry measurement. International Journal of Heat and Mass Transfer. 256(3): 128121. 

[79] Jian Cao, Sen Li, Chuangxin He, Peng Wang, Yingzheng Liu. (2026) Turbulent scalar transport in annular purging jet issuing from moving wafer stage of lithography machine. International Journal of Heat and Fluid Flow 117: 110098.

[78] Xin Zeng, Jiajun Cao, Chuangxin He, and Yingzheng Liu. (2026) An event-data-enhanced particle streak velocimetry based on the fusion of event- and frame-based cameras. Experiments in Fluids 67: 13. 

[77] Li, Sen & Lu, Yuheng & He, Chuangxin & Song, Chunjing & Liu, Yingzheng & Zhong, Yun. (2025). Data assimilation of turbulent flow in a large-scale steam generator: Part I- Iterative ensemble-Kalman filter-based reconstruction. Annals of Nuclear Energy. 211: 110982.

[76] Qu, Hao & Zeng, Xin & He, Chuangxin & Wen, Xin & Cai, Weiwei & Wang, Benlong & Liu, Yingzheng. (2025). Eulerian and Lagrangian analyses of entrainment in non-circular orifice impinging jets. Physics of Fluids. 37(1). 10.1063/5.0244699.

[75] Zeng, X., Cao, J., Lyu, Z., He, C., Cai, W. and Liu, Y., 2025. A temporally adaptive particle tracking velocimetry using continuous-wave illumination for fused event-and frame-based cameras. Journal of Visualization, pp.1-24.

[74] Yuyao Zhang, Jun Wang, Hualun Zhu, Hao Geng, Chuangxin He*, Yingzheng Liu. (2025) Reconstruction of internal flow field in waterjet propulsion pump based on EnKF data assimilation. Acta Mechanica Sinica. Published online on Jan 23, 2025.  

[73] Tianhong Tu, Zhiyu Zhang, Huiyang Yu, Chuangxin He*, Yingzheng Liu. (2025) A data-driven vorticity-confinement approach for compressible aerodynamics prediction on very-coarse meshes. Aerospace Science and Technology,  162(6): 110176.

[72] Yan Zhuang, Shijie Xu, Yutao Zheng, Chuangxin He,Weiwei Cai, and Yingzheng Liu. (2025) Data assimilation using ensemble Kalman filterand low-dimensional manifolds for reacting flow. Physics of Fluids 37: 033616.

[71] Sen Li, Yun Zhong, Chuangxin He, Chunjing Song, Yuheng Lu, Benlong Wang, Xin Wen, and Yingzheng Liu. (2025) Computational fluid dynamics of a large-scalesteam generator using data assimilationempowered turbulence modeling.  Physics of Fluids 37: 035176.

[70] Chuangxin He, Sen Li, Yingzheng Liu. (2025) Data assimilation: new impetus in experimental fluid dynamics. Experiments in Fluids 66(5): 94.

[69] Cai Tao, Di Luan, Wang Peng, Chuangxin He, Yingzheng Liu, and Di Peng. (2025) Flow dynamics and oscillation mechanisms in T-junction mixing flows using time-resolved particle image velocimetry and spectral proper orthogonal decomposition analysis. Physics of Fluids 37: 055106.

[68] Xin Zeng, Hao Qu, Chuangxin He*. Yingzheng Liu and Lian Gan. (2025) Dynamics of vortex interaction and entrainment characteristicsin inclined elliptic jets using sparse track‑enhanced volumetric measurements. Experiments in Fluids (2025) 66:106.

[67] Sen Li, Chuangxin He, Di Peng, and Yingzheng Liu. (2025) Variational Assimilation of Transonic Shock-Wave Boundary-Layer Interaction Using Sparse Pressure Measurements. Journal of Computational Physics, 538:114158.

[66] Xin Zeng, Zhen Lyu, Jiajun Cao, Chuangxin He, and Yingzheng Liu. (2025) Super-time-resolution particle tracking velocimetry via the fusion of event- and frame-based cameras. Measurement Science and Technol. 36: 065302.

[65] Jiajun Cao, Xin Zeng, Sen Li, Chuangxin He, Xin Wen, Yingzheng Liu. (2025) A novel event-based ensemble particle tracking velocimetry for single-pixel turbulence statistics. Experimental Thermal and Fluid Science, 169(12): 111554.

[64] Yuyao Zhang, Jun Wang, Hualun Zhu, Hao Geng, Chuangxin He, and Yingzheng Liu. (2025) Reconstruction of internal flow field in waterjet propulsion pump based on EnKF data assimilation. Acta Mechanica Sinica, 41(8): 324675

[63] Xu Liu, Yu Zhuang, Gang Wang, Chuangxin He, Yingzheng Liu, Di Peng. (2025) Global aerothermal effects and their symmetry in hypersonic transitional swept shock wave/boundary-layer interactions. Journal of Fluid Mechanics, 1023: A36.

[62] Haoyuan Zhang, Peng Wang, Hyung Jin Sung, Fuqi, Chuangxin He, and Yingzheng Liu. (2025) Unveiling noise reduction mechanism of serrated orifices from hydrodynamic-acoustic decoupling perspective. The Journal of the Acoustical Society of America, 158: 4662–4678.

(61) Li, Zhiyang & He, Chuangxin & Liu, Yingzheng.. Turbulent mean flow prediction in impinging jets using data assimilation methods. Physics of Fluids. 36(3) (2024)

(60) Li, Sen & Zhang, Xu & Zhou, Wenwu & He, Chuangxin & Liu, Yingzheng. . Particle image velocimetry, delayed detached eddy simulation and data assimilation of inclined jet in crossflow. Journal of Visualization. 27(3): 307-322. (2024).

(59) Wang, Peng & Jia, Sichang & He, Zheng & He, Chuangxin & Sung, Hyung Jin & Liu, Yingzheng. Flow–acoustic resonance mechanism in tandem deep cavities coupled with acoustic eigenmodes in turbulent shear layers. Journal of Fluid Mechanics. 984: A19. (2024)

(58) Qu, Hao & Zeng, Xin & He, Chuangxin & Wang, Peng & Liu, Hong & Liu, Yingzheng. Time-resolved tomographic particle image velocimetry of flow structures in non-circular orifice impinging jets. Physics of Fluids. 36(6) (2024)

(57) Li, Sen & Liao, Juan & He, Chuangxin & Song, Chunjing & Liu, Yingzheng. Dual-orthogonal-plane particle image velocimetry measurement of the turbulent flow in the channel head of a large-scale steam generator mockup. Journal of Fluids Engineering. 146(10) (2024)

(56) Li, Zhiyang & He, Chuangxin & Liu, Yingzheng. Adaptive scale resolving for turbulent jets using data assimilation augmented Reynolds-averaged simulations. Physics of Fluids. 36(10). (2024).

(55) Lu, Siqi & He, Chuangxin & Wang, Peng & Liu, Yingzheng. Inner–outer interaction of unsteady turbulent flow inside duct with wall corrugations: Augmentation and saturation. Physics of Fluids. 36(11) (2024)

(54) Chuangxin He, Xin Zeng, Peng Wang, Xin Wen, Yingzheng Liu*. Four-dimensional variational data assimilation of a turbulent jet for super-temporal-resolution reconstruction. Journal of Fluid Mechanics. 978: A14 (2024)

(53) Xu Zhang,  Wenwu Zhou*, Chuangxin He, Xin Wen, Di Peng, Yingzheng Liu. Three-dimensional flow structures and scalar mixing of a sand dune-inspired jet in crossflow. International Journal of Heat and Mass Transfer. 216: 124601 (2023)

(52) Xu Zhang, Xin Zeng, Chuangxin He*, & Yingzheng Liu. "Large-eddy simulation of turbulent channel flows with antifouling-featured bionic microstructures". International Journal of Heat and Fluid Flow. 104: 109228 (2023).

(51) Xu Zhang, Kechen Wang, Wenwu Zhou*, Chuangxin He*, Yingzheng Liu. "Using Data Assimilation to Improve Turbulence Modeling for Inclined Jets in Crossflow". Journal of Turbomachinery. 145 (2023).  

(50) X. Zeng, Y. Zhang, C He* & Y. Liu. "Dynamics and Entrainment Mechanism of the Jet Flows from an Elliptical Nozzle: Time-Resolved Tomographic PIV Measurements", Experiments in Fluids, 142(2023).

(49) S Li, C. He & Y. Liu*. "Unsteady flow enhancement on an airfoil using sliding window weak-constraint four-dimensional variational data assimilation". Physics of Fluids. 35, 065122 (2023).

(48) Z Li, C. He* & Y. Liu. "A data-driven Reynolds-number-dependent model for turbulent mean flow prediction in circular jets". Physics of Fluids. 35, 085130 (2023).

(47) S. Li, C. He, B. Ge & Y. Liu*. "Coherent structures and pressure fluctuations over an airfoil: simultaneous measurements using TR-PIV and microphone". AIAA Journal.61: 2444-2459 (2023)

(46) T. Li, C. He*, X. Wen & Y. Liu. "Data assimilation of rotor flow at hovering state using ensemble Kalman filter". Journal of Visualization. 1(2023).

(45) X. Zeng, Y. Zhang, C. He*. & Y. Liu. “Time‑ and frequency‑domain spectral proper orthogonal decomposition of a swirling jet by tomographic particle image velocimetry”. Experiments in Fluids 64,5(2023).

(44) H Fu, C He*. "An experimental study of coherent swirling vortex rings in a turbulenf pulsed jet". Physics of Fluids. 140.1(2023): 110762.

(43) Wang, Peng & Zhang, Zhengfan & He, Chuangxin & Liu, Yingzheng. Dual-FPGA-PIV measurements of unsteady flow dynamics resonated via the duct acoustic mode with half-wavelength arranged side-branches. Experiments in Fluids. 63(1): 29. (2022)

(42) Wang, Peng & Zhang, Zhengfan & He, Chuangxin & Wen, Xin & Liu, Yingzheng. Control of Flow–Acoustic Resonance Using Sweeping Jets. AIAA Journal. 60: 1-17. (2022)

(41) Li, Fuqi & Wang, Peng & He, Chuangxin & Liu, Yingzheng. Dynamic delayed detached-eddy simulation and acoustic analogy analysis of unsteady flow through a sudden expansion pipe. Journal of Visualization.25(5): 999-1015. (2022).

(40) Liu, Xu & Qin, Chen & Yuchao, Tang & Zhao, Kun & Wang, Peng & Liu, Yingzheng & He, Chuangxin & Peng, Di. . Resolving dynamic features of kilohertz pressure fluctuations using fast-responding pressure-sensitive paint: measurement of inclined jet impingement. Experiments in Fluids. 63: 72. (2022)

(39) X Zeng, C He*, Y Liu. "GPU-accelerated MART and concurrent cross-correlation for tomographic PIV". Experiments in Fluids. Experiments in Fluids 63,91(2022).

(38) Fuqi Li, Peng Wang, Chuangxin He, and Yingzheng Liu*. Dynamic delayed detached-eddy simulation and acoustic analogy analysis of unsteady flow through a sudden expansion pipe. Journal of Visualization. 25：999–1015 (2022)

(37) Xu Zhang, Kechen Wang, Xin Wen, Chuangxin He, Yingzheng Liu, Wenwu Zhou*. "Experimental study of time-resolved simultaneous velocity and concentration fields of an inclined jet in crossflow". International Journal of Heat and Mass Transfer, 188(2022). 122622.

(36) H Fu, C He*. "Dynamics of coherent vortex rings in a successively generated turbulent pulsed jet". Experimental Thermal and Fluid Science. 136(2022): 110644.

(35) C He, P Wang, Y Liu*. "Flow enhancement of tomographic particle image velocimetry measurements using sequential data assimilation". Physics of Fluids. 34(2022): 035101

(34) S Li, C He*, Y Liu. "A data assimilation model for wall pressure-driven mean flow reconstruction". Physics of Fluids. 34(2022): 015101.

(33) C He, P Wang, Y Liu*. "Sequential data assimilation of turbulenf flow and pressure fields over aerofoil". AIAA Journal, 60(2022): 1091- 1103.

(32) Wenwu Zhou, Xu Zhang, Chuangxin He, Xin Wen, Jisheng Zhao, and Yingzheng Liu*. "Simultaneous measurements of time-resolved velocity and concentration fields behind a sand dune-inspired jet in crossflow", Physics of Fluids 33(2021), 115101.

(31) P Wang, C He, Z Deng, Y Liu*. "Data assimilation of flow-acoustic resonance". Journal of the Acoustical Society of America, 149(2021): 6.  

(30) C He, P Wang, Y Liu*. "Data assimilation for turbulent mean flow and scalar fields with anisotropic formulation", Experiments in Fluids, 62(2021): 117.

(29) C He , Y Liu*, L Gan. "Dynamics of the jet flow issued from a lobed Nozzle: Tomographic particle image velocimetry measurements". International Journal of Heat and Fluid Flow, 2021, 89.

(28) F Li, C He, P Wang, Y Liu*. "Unsteady analysis of turbulent flow and heat transfer behind a wall-proximity square rib using dynamic delayed detached-eddy simulation", Physics of Fluids, 33, 055104 (2021)

(27) Z Deng, C He*, Y Liu. "Deep neural network-based strategy for optimal sensor placement in data assimilation of turbulent flow". Physics of Fluids, 2021, 33(2):025119.

(26) P Fang, C He* , P Wang, et al. Data Assimilation of Steam Flow Through a Control Valve Using Ensemble Kalman Filter. Journal of Fluids Engineering, 2021.

(25) 房培勋, 何创新, 徐嗣华, 王鹏, 刘应征*. 基于实验数据同化的湍流模型常数标定：蒸汽阀门通流特性数值预测 . 空气动力学学报，2021 (Accept).

(24) 付豪，何创新*，刘应征. 低旋流数旋进射流流动特性的PIV实验研究，实验流体力学，2021 (Accept).

(23) 何创新，邓志文，刘应征*. 湍流数据同化技术及应用(邀请综述). 航空学报，2021 (Accept).

(22) H Fu, C He*, Y Liu. "Flow structures of a precessing jet in an axisymmetric chamber". Journal of Visualization, 2021.

(21) C He, Y Liu*. "Time-resolved reconstruction of turbulent flows using linear stochastic estimation and sequential data assimilation. Physics of Fluids, 2020, 32: 075106.

(20) C He, Y Liu*, L Gan. "Instantaneous pressure determination from unsteady velocity fields using adjoint-based sequential data assimilation. Physics of Fluids, 2020, 32: 035101.

(19) C He, L Gan*, Y Liu. "Dynamics of compact vortex rings generated by axial swirlers at early stage", Physics of Fluids, 2020, 32 (4), 045104.

(18) Y Deng, C He, P Wang, Y Liu*. "Unsteady behaviors of separated flow over a finite blunt plate at different inclination angles", Physics of Fluids, 2020, 32 (3), 035111.

(17) EO Hollands, C He, L Gan*. "A particle image velocimetry study of dual-rotor counter-rotating wind turbine near wake", Journal of Visualization, 2020: 1-11.

(16) X Fan, C He, L Gan*, L Li, C Du. "Experimental study of swirling flow characteristics in a semi cylinder vortex cooling configuration", Experimental Thermal and Fluid Science, 2020, 113, 110036.

(15) H Fu, C He*, Y Liu. "Self-sustained oscillation of the flow in a double-cavity channel: a time-resolved PIV measurement", Journal of Visualization, 2020: 1-13.

(14) C He, L Gan, Y Liu*. "The formation and evolution of turbulent swirling vortex rings generated by axial swirlers", Flow, Turbulence and Combustion, 2020: 1-22.

(13) C He, Y Liu*, L Gan & L. Lesshafft. "Data assimilation and resolvent analysis of turbulent flows behind a wall-proximity rib", Physics of Fluids, 31, 025118 (2019)

(12) Z Deng, C He, Y Liu, KC Kim*. "Super-resolution reconstruction of turbulent velocity fields using a generative adversarial network-based artificial intelligence framework", Physics of Fluids 31 (12), 125111(2019)

(11) C He, Y Liu* & L Gan. "A data assimilation model for turbulent flows using continuous adjoint formulation", Physics of Fluids, 30, 105108 (2018).

(10) Z Deng, C He, X Wen & Y Liu*. "Recovering turbulent flow field from local quantity measurement: turbulence modeling using ensemble-Kalman-filter-based data assimilation", Journal of Visualization, (2018): 1-21.

(9) C He & Y Liu*. "A dynamic detached-eddy simulation model for turbulent heat transfer: impinging jet", International Journal of Heat and Mass Transfer, 127(2018): 326-338.

(8) C He & Y Liu*. "Large-eddy simulation of jet impingement heat transfer using a lobed nozzle", International Journal of Heat and Mass Transfer, 125(2018): 828-844.

(7) C He & Y Liu*. "Jet impingement heat transfer of a lobed nozzle: measurements using temperature-sensitive paint and particle image velocimetry", International Journal of Heat and Fluid Flow, 71(2018): 111-126.

(6) C He, Y Liu* & S Yavuzkurt. "Large-eddy simulation of circular jet mixing: lip- and inner-ribbed nozzles", Computers & Fluids, 168(2018): 245-264.

(5) C He, Y Liu* & S Yavuzkurt. "A dynamic delayed detached-eddy simulation model for turbulent flows", Computers & Fluids, 145(2017): 174-189.

(4) C He & Y Liu*. "Proper orthogonal decomposition‑based spatial refinement of TR‑PIV realizations using high‑resolution non‑TR‑PIV measurements", Experiments in Fluids, 58(2017): 86.

(3) C He & Y Liu*. "Proper orthogonal decomposition of time-resolved LIF visualization: scalar mixing in a round jet", Journal of Visualization, 20(2017): 789-815.

(2) C He, Y Liu*, D Peng & S Yavuzkurt. "Measurement of flow structures and heat transfer behind a wall‑proximity square rib using TSP, PIV and split‑fiber film", Experiments in Fluids, 57(2016): 165.

(1) 郝震震*, 何创新. 配 H 级汽轮机整体内缸高温螺栓共轭换热研究[J]. 热力透平, 2016, 45(4): 265-268.

（1）上海交通大学，层析三维粒子图像场GPU加速重建及速度场计算软件[简称：Tomo PIV], V1.0（软件著作权登记号2021SR1617980）
（2）曾鑫、何创新、刘应征，一种基于GPU加速的三维粒子场及速度场重建方法（公开号：CN202111003737）
（3）何创新、曾鑫、刘应征，一种基于数字光处理技术的流动参数测量方法及系统 （公开号：CN202110995099.3 ）
（4）何创新、曾鑫、刘应征，一种基于DMD的分子标记测速系统 （公开号：CN202111003166）